Mammoth Club All levels 3 sections 10 lectures

Natural Language Processing from Scratch with Python

Build a Machine Learning Chatbot from Scratch

01
Skill level
All levels
02
Sections
3
03
Lectures
10
04
Instructor
John Bura
What's inside

This course includes.

3
Sections
10
Lectures
10
Resources
Certificate of completion
Included
Mobile and desktop access
Included
AI learning assistance
Included
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Course content

Curriculum & lectures.

3 sections · 10 lectures
+ 01 Build and tokenize chat data 3 lectures
01a Build Patterns And Responses Training Data Locked
01b Tokenize Chat Data For Training Locked
Full Course Source Files Locked
+ 02 Clean and process data for machine learning 3 lectures
02a Clean Chat Data For Machine Learning Locked
02b Split Data For Machine Learning Locked
02c Split data for machine learning Locked
+ 03 Build and train TensorFlow model on chat data 4 lectures
03a Build A Tensorflow Machine Learning Model For Chat Locked
03b Test Chatbot Machine Learning Model Locked
03c Categorize Chat Question With Ml Locked
03d Pick A Chatbot Response In Top Category Locked
Description

About this course.

Welcome to the Build a Machine Learning Chatbot from Scratch course! In this program, you will learn how to create a chatbot using machine learning techniques and Python.

Throughout the course, you will be guided step-by-step in building a chatbot that can understand and respond to user queries. You will learn the fundamentals of natural language processing (NLP) and how to apply machine learning algorithms to process and analyze text data.

Starting with the basics, you will explore different NLP techniques such as tokenization, stemming, and part-of-speech tagging. You will also learn how to build a corpus and train your chatbot using popular machine learning libraries like TensorFlow and scikit-learn.

You will discover how to implement various machine learning models such as sequence-to-sequence models, recurrent neural networks (RNNs), and transformers for chatbot development. You will also explore techniques like word embeddings and attention mechanisms to enhance the chatbot's performance.

Throughout the course, you will learn best practices for training and evaluating your chatbot, as well as techniques for handling user interactions and generating appropriate responses. You will also delve into the challenges of chatbot development, such as handling ambiguous queries and improving conversational flow.

By the end of this course, you will have a solid understanding of building a machine learning chatbot from scratch. You will be equipped with the skills to process and analyze text data, apply machine learning algorithms for natural language understanding, and create an intelligent and interactive chatbot.

Enroll now and embark on a journey to become a proficient chatbot developer. Harness the power of machine learning and NLP to build conversational agents that can engage with users in a natural and meaningful way. Get ready to create innovative chatbot applications that can provide valuable assistance and support in various domains.

Instructors

Taught by people who ship.

John Bura

John Bura

Founder and CEO of Mammoth Club and Course Pro, the #1 AI-powered Learning Management System for course and content development, training and evaluation.

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Build a Machine Learning Chatbot from Scratch

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